Animated graphics in R

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# Animated graphics in R
### Abhijit Dasgupta, PhD

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layout: true

<div class="my-header">
BIOF 439: Data Visualization using R</div>

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# Dynamic graphics

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## Dynamic graphics in R

There are several package in R that provide dynamic graphics meant to be consumed on the web.

Many of these are wrappers around well-known Javascript libraries like D3.js, leaflet.js and others

These packages have mostly come under the umbrella of of the `htmlwidgets` package, which allows these
HTML-based graphics to be displayed through R and R Markdown

---

## Dynamic graphics in R

There are several broad categories of dynamic graphs

General purpose:

<table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
 <tr>
 <th style="text-align:left;"> Package </th>
 <th style="text-align:left;"> Description </th>
 </tr>
 </thead>
<tbody>
 <tr>
 <td style="text-align:left;"> r2d3 </td>
 <td style="text-align:left;"> Interface for D3.js, requires D3.js code </td>
 </tr>
 <tr>
 <td style="text-align:left;"> plotly </td>
 <td style="text-align:left;"> Interface with plot.ly, direct conversion from ggplot2 </td>
 </tr>
 <tr>
 <td style="text-align:left;"> highcharter </td>
 <td style="text-align:left;"> Using the Highcharts.js package </td>
 </tr>
 <tr>
 <td style="text-align:left;"> dygraphs </td>
 <td style="text-align:left;"> For time series or longitudinal data </td>
 </tr>
</tbody>
</table>

Maps:

---

## Dynamic graphics in R

Networks:

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# Plotly
https://plotly.com/graphing-libraries

---

## Plotly

Plotly is a company that developed the `plotly.js` graphing library, as well as packages for R and Python.

For the R package, it developed a turnkey method to convert `ggplot2` graphics into interactive graphs.

.pull-left[

```r
plt <- ggplot(penguins,
 aes(bill_length_mm, body_mass_g,
 color = species))+
 geom_point()
plt
```

![](animation_files/figure-html/g1-1.png)
]
.pull-right[

```r
ggplotly(plt)
```

```{=html}
<div id="htmlwidget-af808fdf436ac1047202" style="width:504px;height:288px;" class="plotly html-widget"></div>
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```
]

---

## Plotly

You can do some customization on the tooltips (what shows up when you put your mouse over a point).

```r
p <- ggplot(data = diamonds, aes(x = cut, fill = clarity))+
 geom_bar(position = 'dodge')
*ggplotly(p, tooltip = c('cut'))
```

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```
---

## Plotly

You can do linked plots in plotly, so interactions in one plot are reflected in a second plot. This is called _brushing_. The key here is to use `highlight_key`, which allows a data frame to be shared between multiple
plots at the same time.

```r
d <- highlight_key(penguins)
plt1 <- ggplot(d, aes(x = bill_length_mm, y = body_mass_g))+geom_point()
plt2 <- ggplot(d, aes(x = bill_length_mm, y = flipper_length_mm))+geom_point()
subplot(plt1, plt2) %>% 
 layout(title = "Click and drag to select points") %>%
 highlight("plotly_selected")
```

```{=html}
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```

---

## Plotly

You can also do brushing over multiple plots drawn on the same dataset

.left-column70[

```r
 highlight_key(iris) %>%
       GGally::ggpairs(aes(colour = Species), columns = 1:4) %>%
       ggplotly(tooltip = c("x", "y", "colour")) %>%
       highlight("plotly_selected")
```

```{=html}
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```
]
.right-column70[
**GGally** is a **ggplot2** extension that provides additional composite plot types like 
the pairs plot we use here.
]

---
class: middle, inverse

# Dygraphs
https://rstudio.github.io/dygraphs

---

## Dygraphs

The *dygraphs* package wraps the `dygraphs` Javascript library, which is build to chart time-series data.

```r
library(dygraphs)
dygraph(nhtemp, main = "New Haven temperatures") %>%
    dyRangeSelector(dateWindow = c("1920-01-01","1960-01-01"))
```

```{=html}
<div id="htmlwidget-82c4d46b826e21f6c47e" style="width:504px;height:432px;" class="dygraphs html-widget"></div>
<script type="application/json" data-for="htmlwidget-82c4d46b826e21f6c47e">{"x":{"attrs":{"title":"New Haven temperatures","labels":["year","V1"],"legend":"auto","retainDateWindow":false,"axes":{"x":{"pixelsPerLabel":60}},"showRangeSelector":true,"dateWindow":["1920-01-01T00:00:00.000Z","1960-01-01T00:00:00.000Z"],"rangeSelectorHeight":40,"rangeSelectorPlotFillColor":" #A7B1C4","rangeSelectorPlotStrokeColor":"#808FAB","interactionModel":"Dygraph.Interaction.defaultModel"},"scale":"yearly","annotations":[],"shadings":[],"events":[],"format":"date","data":[["1912-01-01T00:00:00.000Z","1913-01-01T00:00:00.000Z","1914-01-01T00:00:00.000Z","1915-01-01T00:00:00.000Z","1916-01-01T00:00:00.000Z","1917-01-01T00:00:00.000Z","1918-01-01T00:00:00.000Z","1919-01-01T00:00:00.000Z","1920-01-01T00:00:00.000Z","1921-01-01T00:00:00.000Z","1922-01-01T00:00:00.000Z","1923-01-01T00:00:00.000Z","1924-01-01T00:00:00.000Z","1925-01-01T00:00:00.000Z","1926-01-01T00:00:00.000Z","1927-01-01T00:00:00.000Z","1928-01-01T00:00:00.000Z","1929-01-01T00:00:00.000Z","1930-01-01T00:00:00.000Z","1931-01-01T00:00:00.000Z","1932-01-01T00:00:00.000Z","1933-01-01T00:00:00.000Z","1934-01-01T00:00:00.000Z","1935-01-01T00:00:00.000Z","1936-01-01T00:00:00.000Z","1937-01-01T00:00:00.000Z","1938-01-01T00:00:00.000Z","1939-01-01T00:00:00.000Z","1940-01-01T00:00:00.000Z","1941-01-01T00:00:00.000Z","1942-01-01T00:00:00.000Z","1943-01-01T00:00:00.000Z","1944-01-01T00:00:00.000Z","1945-01-01T00:00:00.000Z","1946-01-01T00:00:00.000Z","1947-01-01T00:00:00.000Z","1948-01-01T00:00:00.000Z","1949-01-01T00:00:00.000Z","1950-01-01T00:00:00.000Z","1951-01-01T00:00:00.000Z","1952-01-01T00:00:00.000Z","1953-01-01T00:00:00.000Z","1954-01-01T00:00:00.000Z","1955-01-01T00:00:00.000Z","1956-01-01T00:00:00.000Z","1957-01-01T00:00:00.000Z","1958-01-01T00:00:00.000Z","1959-01-01T00:00:00.000Z","1960-01-01T00:00:00.000Z","1961-01-01T00:00:00.000Z","1962-01-01T00:00:00.000Z","1963-01-01T00:00:00.000Z","1964-01-01T00:00:00.000Z","1965-01-01T00:00:00.000Z","1966-01-01T00:00:00.000Z","1967-01-01T00:00:00.000Z","1968-01-01T00:00:00.000Z","1969-01-01T00:00:00.000Z","1970-01-01T00:00:00.000Z","1971-01-01T00:00:00.000Z"],[49.9,52.3,49.4,51.1,49.4,47.9,49.8,50.9,49.3,51.9,50.8,49.6,49.3,50.6,48.4,50.7,50.9,50.6,51.5,52.8,51.8,51.1,49.8,50.2,50.4,51.6,51.8,50.9,48.8,51.7,51,50.6,51.7,51.5,52.1,51.3,51,54,51.4,52.7,53.1,54.6,52,52,50.9,52.6,50.2,52.6,51.6,51.9,50.5,50.9,51.7,51.4,51.7,50.8,51.9,51.8,51.9,53]]},"evals":["attrs.interactionModel"],"jsHooks":[]}</script>
```

-------------------------------------------------------------------------------

This package is built for linked charts, in the form of line charts + annotations + controls

---

## Dygraphs

We can also create multiple linked time series

.left-column30[

```r
dygraph(ldeaths, main = "All",
*       group = "lung-deaths")
dygraph(mdeaths, main = "Male",
*       group = "lung-deaths")
dygraph(fdeaths, main = "Female",
*       group = "lung-deaths")
```

You could name the group anything you like, as long as it's the same across the plots.
]
.right-column30[

```{=html}
<div id="htmlwidget-6e12aa72258abdd6b17e" style="width:504px;height:144px;" class="dygraphs html-widget"></div>
<script type="application/json" data-for="htmlwidget-6e12aa72258abdd6b17e">{"x":{"attrs":{"title":"All","labels":["month","V1"],"legend":"auto","retainDateWindow":false,"axes":{"x":{"pixelsPerLabel":60}}},"scale":"monthly","group":"lung-deaths","annotations":[],"shadings":[],"events":[],"format":"date","data":[["1974-01-01T00:00:00.000Z","1974-02-01T00:00:00.000Z","1974-03-01T00:00:00.000Z","1974-04-01T00:00:00.000Z","1974-05-01T00:00:00.000Z","1974-06-01T00:00:00.000Z","1974-07-01T00:00:00.000Z","1974-08-01T00:00:00.000Z","1974-09-01T00:00:00.000Z","1974-10-01T00:00:00.000Z","1974-11-01T00:00:00.000Z","1974-12-01T00:00:00.000Z","1975-01-01T00:00:00.000Z","1975-02-01T00:00:00.000Z","1975-03-01T00:00:00.000Z","1975-04-01T00:00:00.000Z","1975-05-01T00:00:00.000Z","1975-06-01T00:00:00.000Z","1975-07-01T00:00:00.000Z","1975-08-01T00:00:00.000Z","1975-09-01T00:00:00.000Z","1975-10-01T00:00:00.000Z","1975-11-01T00:00:00.000Z","1975-12-01T00:00:00.000Z","1976-01-01T00:00:00.000Z","1976-02-01T00:00:00.000Z","1976-03-01T00:00:00.000Z","1976-04-01T00:00:00.000Z","1976-05-01T00:00:00.000Z","1976-06-01T00:00:00.000Z","1976-07-01T00:00:00.000Z","1976-08-01T00:00:00.000Z","1976-09-01T00:00:00.000Z","1976-10-01T00:00:00.000Z","1976-11-01T00:00:00.000Z","1976-12-01T00:00:00.000Z","1977-01-01T00:00:00.000Z","1977-02-01T00:00:00.000Z","1977-03-01T00:00:00.000Z","1977-04-01T00:00:00.000Z","1977-05-01T00:00:00.000Z","1977-06-01T00:00:00.000Z","1977-07-01T00:00:00.000Z","1977-08-01T00:00:00.000Z","1977-09-01T00:00:00.000Z","1977-10-01T00:00:00.000Z","1977-11-01T00:00:00.000Z","1977-12-01T00:00:00.000Z","1978-01-01T00:00:00.000Z","1978-02-01T00:00:00.000Z","1978-03-01T00:00:00.000Z","1978-04-01T00:00:00.000Z","1978-05-01T00:00:00.000Z","1978-06-01T00:00:00.000Z","1978-07-01T00:00:00.000Z","1978-08-01T00:00:00.000Z","1978-09-01T00:00:00.000Z","1978-10-01T00:00:00.000Z","1978-11-01T00:00:00.000Z","1978-12-01T00:00:00.000Z","1979-01-01T00:00:00.000Z","1979-02-01T00:00:00.000Z","1979-03-01T00:00:00.000Z","1979-04-01T00:00:00.000Z","1979-05-01T00:00:00.000Z","1979-06-01T00:00:00.000Z","1979-07-01T00:00:00.000Z","1979-08-01T00:00:00.000Z","1979-09-01T00:00:00.000Z","1979-10-01T00:00:00.000Z","1979-11-01T00:00:00.000Z","1979-12-01T00:00:00.000Z"],[3035,2552,2704,2554,2014,1655,1721,1524,1596,2074,2199,2512,2933,2889,2938,2497,1870,1726,1607,1545,1396,1787,2076,2837,2787,3891,3179,2011,1636,1580,1489,1300,1356,1653,2013,2823,3102,2294,2385,2444,1748,1554,1498,1361,1346,1564,1640,2293,2815,3137,2679,1969,1870,1633,1529,1366,1357,1570,1535,2491,3084,2605,2573,2143,1693,1504,1461,1354,1333,1492,1781,1915]]},"evals":[],"jsHooks":[]}</script>
```

```{=html}
<div id="htmlwidget-704b99bc804bc7c6872e" style="width:504px;height:144px;" class="dygraphs html-widget"></div>
<script type="application/json" data-for="htmlwidget-704b99bc804bc7c6872e">{"x":{"attrs":{"title":"Male","labels":["month","V1"],"legend":"auto","retainDateWindow":false,"axes":{"x":{"pixelsPerLabel":60}}},"scale":"monthly","group":"lung-deaths","annotations":[],"shadings":[],"events":[],"format":"date","data":[["1974-01-01T00:00:00.000Z","1974-02-01T00:00:00.000Z","1974-03-01T00:00:00.000Z","1974-04-01T00:00:00.000Z","1974-05-01T00:00:00.000Z","1974-06-01T00:00:00.000Z","1974-07-01T00:00:00.000Z","1974-08-01T00:00:00.000Z","1974-09-01T00:00:00.000Z","1974-10-01T00:00:00.000Z","1974-11-01T00:00:00.000Z","1974-12-01T00:00:00.000Z","1975-01-01T00:00:00.000Z","1975-02-01T00:00:00.000Z","1975-03-01T00:00:00.000Z","1975-04-01T00:00:00.000Z","1975-05-01T00:00:00.000Z","1975-06-01T00:00:00.000Z","1975-07-01T00:00:00.000Z","1975-08-01T00:00:00.000Z","1975-09-01T00:00:00.000Z","1975-10-01T00:00:00.000Z","1975-11-01T00:00:00.000Z","1975-12-01T00:00:00.000Z","1976-01-01T00:00:00.000Z","1976-02-01T00:00:00.000Z","1976-03-01T00:00:00.000Z","1976-04-01T00:00:00.000Z","1976-05-01T00:00:00.000Z","1976-06-01T00:00:00.000Z","1976-07-01T00:00:00.000Z","1976-08-01T00:00:00.000Z","1976-09-01T00:00:00.000Z","1976-10-01T00:00:00.000Z","1976-11-01T00:00:00.000Z","1976-12-01T00:00:00.000Z","1977-01-01T00:00:00.000Z","1977-02-01T00:00:00.000Z","1977-03-01T00:00:00.000Z","1977-04-01T00:00:00.000Z","1977-05-01T00:00:00.000Z","1977-06-01T00:00:00.000Z","1977-07-01T00:00:00.000Z","1977-08-01T00:00:00.000Z","1977-09-01T00:00:00.000Z","1977-10-01T00:00:00.000Z","1977-11-01T00:00:00.000Z","1977-12-01T00:00:00.000Z","1978-01-01T00:00:00.000Z","1978-02-01T00:00:00.000Z","1978-03-01T00:00:00.000Z","1978-04-01T00:00:00.000Z","1978-05-01T00:00:00.000Z","1978-06-01T00:00:00.000Z","1978-07-01T00:00:00.000Z","1978-08-01T00:00:00.000Z","1978-09-01T00:00:00.000Z","1978-10-01T00:00:00.000Z","1978-11-01T00:00:00.000Z","1978-12-01T00:00:00.000Z","1979-01-01T00:00:00.000Z","1979-02-01T00:00:00.000Z","1979-03-01T00:00:00.000Z","1979-04-01T00:00:00.000Z","1979-05-01T00:00:00.000Z","1979-06-01T00:00:00.000Z","1979-07-01T00:00:00.000Z","1979-08-01T00:00:00.000Z","1979-09-01T00:00:00.000Z","1979-10-01T00:00:00.000Z","1979-11-01T00:00:00.000Z","1979-12-01T00:00:00.000Z"],[2134,1863,1877,1877,1492,1249,1280,1131,1209,1492,1621,1846,2103,2137,2153,1833,1403,1288,1186,1133,1053,1347,1545,2066,2020,2750,2283,1479,1189,1160,1113,970,999,1208,1467,2059,2240,1634,1722,1801,1246,1162,1087,1013,959,1179,1229,1655,2019,2284,1942,1423,1340,1187,1098,1004,970,1140,1110,1812,2263,1820,1846,1531,1215,1075,1056,975,940,1081,1294,1341]]},"evals":[],"jsHooks":[]}</script>
```

```{=html}
<div id="htmlwidget-4fe827b802879f598bda" style="width:504px;height:144px;" class="dygraphs html-widget"></div>
<script type="application/json" data-for="htmlwidget-4fe827b802879f598bda">{"x":{"attrs":{"title":"Female","labels":["month","V1"],"legend":"auto","retainDateWindow":false,"axes":{"x":{"pixelsPerLabel":60}}},"scale":"monthly","group":"lung-deaths","annotations":[],"shadings":[],"events":[],"format":"date","data":[["1974-01-01T00:00:00.000Z","1974-02-01T00:00:00.000Z","1974-03-01T00:00:00.000Z","1974-04-01T00:00:00.000Z","1974-05-01T00:00:00.000Z","1974-06-01T00:00:00.000Z","1974-07-01T00:00:00.000Z","1974-08-01T00:00:00.000Z","1974-09-01T00:00:00.000Z","1974-10-01T00:00:00.000Z","1974-11-01T00:00:00.000Z","1974-12-01T00:00:00.000Z","1975-01-01T00:00:00.000Z","1975-02-01T00:00:00.000Z","1975-03-01T00:00:00.000Z","1975-04-01T00:00:00.000Z","1975-05-01T00:00:00.000Z","1975-06-01T00:00:00.000Z","1975-07-01T00:00:00.000Z","1975-08-01T00:00:00.000Z","1975-09-01T00:00:00.000Z","1975-10-01T00:00:00.000Z","1975-11-01T00:00:00.000Z","1975-12-01T00:00:00.000Z","1976-01-01T00:00:00.000Z","1976-02-01T00:00:00.000Z","1976-03-01T00:00:00.000Z","1976-04-01T00:00:00.000Z","1976-05-01T00:00:00.000Z","1976-06-01T00:00:00.000Z","1976-07-01T00:00:00.000Z","1976-08-01T00:00:00.000Z","1976-09-01T00:00:00.000Z","1976-10-01T00:00:00.000Z","1976-11-01T00:00:00.000Z","1976-12-01T00:00:00.000Z","1977-01-01T00:00:00.000Z","1977-02-01T00:00:00.000Z","1977-03-01T00:00:00.000Z","1977-04-01T00:00:00.000Z","1977-05-01T00:00:00.000Z","1977-06-01T00:00:00.000Z","1977-07-01T00:00:00.000Z","1977-08-01T00:00:00.000Z","1977-09-01T00:00:00.000Z","1977-10-01T00:00:00.000Z","1977-11-01T00:00:00.000Z","1977-12-01T00:00:00.000Z","1978-01-01T00:00:00.000Z","1978-02-01T00:00:00.000Z","1978-03-01T00:00:00.000Z","1978-04-01T00:00:00.000Z","1978-05-01T00:00:00.000Z","1978-06-01T00:00:00.000Z","1978-07-01T00:00:00.000Z","1978-08-01T00:00:00.000Z","1978-09-01T00:00:00.000Z","1978-10-01T00:00:00.000Z","1978-11-01T00:00:00.000Z","1978-12-01T00:00:00.000Z","1979-01-01T00:00:00.000Z","1979-02-01T00:00:00.000Z","1979-03-01T00:00:00.000Z","1979-04-01T00:00:00.000Z","1979-05-01T00:00:00.000Z","1979-06-01T00:00:00.000Z","1979-07-01T00:00:00.000Z","1979-08-01T00:00:00.000Z","1979-09-01T00:00:00.000Z","1979-10-01T00:00:00.000Z","1979-11-01T00:00:00.000Z","1979-12-01T00:00:00.000Z"],[901,689,827,677,522,406,441,393,387,582,578,666,830,752,785,664,467,438,421,412,343,440,531,771,767,1141,896,532,447,420,376,330,357,445,546,764,862,660,663,643,502,392,411,348,387,385,411,638,796,853,737,546,530,446,431,362,387,430,425,679,821,785,727,612,478,429,405,379,393,411,487,574]]},"evals":[],"jsHooks":[]}</script>
```
]

---

## Dygraphs

You could also annotate dygraphs

```r
dygraph(presidents, main = "Quarterly Presidential Approval Ratings") %>%
  dyAxis("y", valueRange = c(0, 100)) %>%
  dyEvent("1950-6-30", "Korea", labelLoc = "bottom") %>%
  dyEvent("1965-2-09", "Vietnam", labelLoc = "bottom")
```

```{=html}
<div id="htmlwidget-70ece9f887f0c039ecb9" style="width:504px;height:360px;" class="dygraphs html-widget"></div>
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```

---
class: middle, inverse

# Highcharter
https://jkunst.com/highcharter/index.html

---
## Highcharter

+ The **highcharter** package provides a rich set of plotting functions for dynamic graphics
+ The R package is, in spirit, similar to **ggplot2**
    + It uses *mappings*, *aesthetics* and *geometries* (called *types*)
    + Customization can be added using additional functions in a pipe
    + Very rich set of chart types
	
---

## Highcharter

.pull-left[

```r
library(highcharter)

hchart(object=penguins,
       type="scatter",
       mapping = hcaes(x = body_mass_g,
                       y = flipper_length_mm ,
                       group = species)) %>%
    hc_legend(align='right',
              verticalAlign='top')
```

See how the elements are similar to what you'd put in a **ggplot2** pipe, except they are in a single function

Options can be added with pipes
]
.pull-right[

```{=html}
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```
]

---

## Highcharter

Unlike **ggplot2**, the object to be plotted doesn't have to be a data frame

.pull-left[

```r
hc1=hchart(diamonds$cut, type='column')
hc1
```
]
.pull-right[

```{=html}
<div id="htmlwidget-f6dc9a741fee372314a2" style="width:100%;height:500px;" class="highchart html-widget"></div>
<script type="application/json" data-for="htmlwidget-f6dc9a741fee372314a2">{"x":{"hc_opts":{"chart":{"reflow":true},"title":{"text":null},"yAxis":{"title":{"text":null}},"credits":{"enabled":false},"exporting":{"enabled":false},"boost":{"enabled":false},"plotOptions":{"series":{"label":{"enabled":false},"turboThreshold":0},"treemap":{"layoutAlgorithm":"squarified"}},"xAxis":{"type":"category"},"series":[{"data":[{"name":"Fair","y":1610},{"name":"Good","y":4906},{"name":"Very Good","y":12082},{"name":"Premium","y":13791},{"name":"Ideal","y":21551}],"type":"column"}]},"theme":{"chart":{"backgroundColor":"transparent"},"colors":["#7cb5ec","#434348","#90ed7d","#f7a35c","#8085e9","#f15c80","#e4d354","#2b908f","#f45b5b","#91e8e1"]},"conf_opts":{"global":{"Date":null,"VMLRadialGradientURL":"http =//code.highcharts.com/list(version)/gfx/vml-radial-gradient.png","canvasToolsURL":"http =//code.highcharts.com/list(version)/modules/canvas-tools.js","getTimezoneOffset":null,"timezoneOffset":0,"useUTC":true},"lang":{"contextButtonTitle":"Chart context menu","decimalPoint":".","downloadJPEG":"Download JPEG image","downloadPDF":"Download PDF document","downloadPNG":"Download PNG image","downloadSVG":"Download SVG vector image","drillUpText":"Back to {series.name}","invalidDate":null,"loading":"Loading...","months":["January","February","March","April","May","June","July","August","September","October","November","December"],"noData":"No data to display","numericSymbols":["k","M","G","T","P","E"],"printChart":"Print chart","resetZoom":"Reset zoom","resetZoomTitle":"Reset zoom level 1:1","shortMonths":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"thousandsSep":" ","weekdays":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"]}},"type":"chart","fonts":[],"debug":false},"evals":[],"jsHooks":[]}</script>
```
]

---

## Highcharter

We can make some more complex plots using **highcharter**

.pull-left[

```r
library(survival)
library(widgetframe)

data(lung)
lung <- dplyr::mutate(lung,
 sex = ifelse(sex == 1, "Male", "Female"))
fit <- survfit(Surv(time, status) ~ sex, data = lung)
hchart(fit, ranges=TRUE)
```
]
.pull-right[

```{=html}
<div id="htmlwidget-8874e7b93e3bc6cab6a4" style="width:100%;height:504px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-8874e7b93e3bc6cab6a4">{"x":{"url":"animation_files/figure-html//widgets/widget_unnamed-chunk-10.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>
```
]
---

## Highcharter

.pull-left[

```r
library(highcharter)
mtcars2 <- mtcars[1:20, ]
x <- dist(mtcars2)
hchart(x)
```
]
.pull-right[

```{=html}
<div id="htmlwidget-5a6ad574ee17798796b5" style="width:100%;height:504px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-5a6ad574ee17798796b5">{"x":{"url":"animation_files/figure-html//widgets/widget_unnamed-chunk-12.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>
```
]

---

## Highcharter

### Licensing issues  ###

<quote>
Highcharter has a dependency on Highcharts, a commercial JavaScript charting library. Highcharts offers both a commercial license as well as a free non-commercial license. Please review the licensing options and terms before using this software, as the highcharter license neither provides nor implies a license for Highcharts.

Highcharts (http://highcharts.com) is a Highsoft product which is not free for commercial and Governmental use.
</quote>

---
class: middle, inverse

# rbokeh
http://hafen.github.io/rbokeh/

---

## rbokeh

**rbokeh** wraps the **bokeh** plotting library in Python

It uses a layering concept similar to **ggplot2**

---

.pull-left[

```r
library(rbokeh)
p <- figure(width=400,height=400) %>%
 ly_points(bill_length_mm, body_mass_g,
 data=penguins,
 color=species, glyph = species,
 hover=list(bill_length_mm,body_mass_g))
p
```

```{=html}
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```
]
.pull-right[

```r
z <- lm(dist ~ speed, data = cars)
p <- figure(width = 400, height = 400) %>%
 ly_points(cars, hover = cars) %>%
 ly_lines(lowess(cars), legend = "lowess") %>%
 ly_abline(z, type = 2, legend = "lm")
p
```

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```
]

---
class: middle, inverse

# Maps
 
---

## Maps

We've already seen maps with **leaflet** that allow data to be overlayed over cartographic maps

Using the packages introduced here, we also have mapping capabilities. See the respective websites for 
details

.pull-left[
**rbokeh**

```{=html}
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```
]

---
class: middle, inverse

# Using D3.js in R

---

## r2d3

[D3.js](https://d3js.org) is a state-of-the-art Javascript library for data-driven graphics

It is widely used in data journalism, including the New York Times and the Guardian

However, it controls each aspect of a chart and so can require rather long JS scripts

---

## r2d3

If you know D3.js, you can use it pretty easily embed them in R using the **r2d3** package

```r
library(r2d3)

r2d3(data =  read_csv('data/flare.csv'), d3_version = 4, script = 'bubbles.js')
```

```{=html}
<div id="htmlwidget-bae5f8401982a10610b8" style="width:504px;height:504px;" class="r2d3 html-widget"></div>
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```

---

## r2d3

```r
r2d3(data = jsonlite::read_json('data/miserables.json'), d3_version = 4, script = 'forcegraph.js')
```

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d3Script = function(d3, r2d3, data, svg, width, height, options, theme, console) {\nthis.d3 = d3;\n\nsvg = d3.select(svg.node());\n/* R2D3 Source File: forcegraph.js */\n// !preview r2d3 data = jsonlite::read_json(\"miserables.json\"), d3_version = 4\n\n// Based on: https://bl.ocks.org/mbostock/4063570\n\nvar color = d3.scaleOrdinal(d3.schemeCategory20);\nvar radius = 5;\n\nvar simulation = d3.forceSimulation()\n .force(\"link\", d3.forceLink().id(function(d) { return d.id; }))\n .force(\"charge\", d3.forceManyBody())\n .force(\"center\", d3.forceCenter(width / 2, height / 2));\n\nr2d3.onRender(function(graph, svg, width, height, options) {\n var link = svg.append(\"g\")\n .attr(\"class\", \"links\")\n .selectAll(\"line\")\n .data(graph.links)\n .enter().append(\"line\")\n .attr(\"stroke-width\", function(d) { return Math.sqrt(d.value); });\n\n var node = svg.append(\"g\")\n .attr(\"class\", \"nodes\")\n .selectAll(\"circle\")\n .data(graph.nodes)\n .enter().append(\"circle\")\n .attr(\"r\", radius)\n .attr(\"fill\", function(d) { return color(d.group); })\n .call(d3.drag()\n .on(\"start\", dragstarted)\n .on(\"drag\", dragged)\n .on(\"end\", dragended));\n\n node.append(\"title\")\n .text(function(d) { return d.id; });\n\n simulation\n .nodes(graph.nodes)\n .on(\"tick\", ticked);\n\n simulation.force(\"link\")\n .links(graph.links);\n\n function ticked() {\n //constrains the nodes to be within a box\n node\n .attr(\"cx\", function(d) { return d.x = Math.max(radius, Math.min(width - radius, d.x)); })\n .attr(\"cy\", function(d) { return d.y = Math.max(radius, Math.min(height - radius, d.y)); });\n \n link\n .attr(\"x1\", function(d) { return d.source.x; })\n .attr(\"y1\", function(d) { return d.source.y; })\n .attr(\"x2\", function(d) { return d.target.x; })\n .attr(\"y2\", function(d) { return d.target.y; });\n\n node\n .attr(\"cx\", function(d) { return d.x; })\n .attr(\"cy\", function(d) { return d.y; });\n }\n});\n\nfunction dragstarted(d) {\n if 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```

---

## networkD3

You can also draw networks slightly more easily using the **networkD3** package.

.pull-left[

```r
library(networkD3)
lemis <- jsonlite::fromJSON('data/miserables.json')
lemis$links <- lemis$links %>%
 mutate(ID = 1:n()) %>% 
 gather(location, nm, source, target) %>%
 mutate(nm = as.integer(as.factor(nm))-1) %>%
 spread(location, nm)

forceNetwork(Links = lemis$links, Nodes = lemis$nodes,
             Source='source', Target='target',
             Value = 'value',
             NodeID = 'id', Group = 'group', opacity=0.7,
             zoom = TRUE, fontSize = 20)
```
]
.pull-right[

```{=html}
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```
]

---

## Crosstalk

**Crosstalk** is a package that allows multiple HTML widgets to share data and interact together.

Not all packages in the **htmlwidgets** family are **crosstalk**-compatible.

```r
load('data/exdata.rda')
library(leaflet); library(crosstalk); library(d3scatter)

gpx1 <- gpx %>%
 mutate(Minutes = as.numeric(difftime(Time, min(Time), units = 'mins'))) %>%
 filter(Minutes <= 50) %>%
 left_join(run_data)

shared_gpx1 <- SharedData$new(gpx1)
 bscols(
 leaflet(data = shared_gpx1, width="100%", height=450) %>% addTiles() %>%
 addCircleMarkers(~Longitude, ~Latitude, radius=1, color='blue'),
 list(
 d3scatter(shared_gpx1, ~Minutes, ~ HR, width="100%", height=450)
 )
 )
 bscols(
 filter_slider("Minutes","Time", shared_gpx1, ~Minutes, width="100%")
 )
```

.center[`leaflet` + `d3scatter` + `crosstalk`]

---

## Linked graphs

---

## Conclusions

+ There are many many resources today to create interactive graphics
+ For many of them, there are wrappers in R
+ You can explore the respective packages for many more details about the different kinds of charts and customizations that are possible.